





'''simple docstring'''

from __future__ import annotations

import math

import numpy as np
from numpy.linalg import norm







def 				UpperCAmelCase_     (						lowerCAmelCase_		,				lowerCAmelCase_				):

				"""simple docstring"""






				return math.sqrt(sum(pow(a - b		,				2				) for a, b in zip(lowercase_		,				lowercase_				)				)				)







def 				UpperCAmelCase_     (						lowerCAmelCase_		,				lowerCAmelCase_				):

				"""simple docstring"""






				if dataset.ndim != value_array.ndim:
								lowercase    =			(
								    "Wrong input data\'s dimensions... "
								    f'dataset : {dataset.ndim}, value_array : {value_array.ndim}'
								)
								raise ValueError(lowercase_				)

				try:
								if dataset.shape[1] != value_array.shape[1]:
												lowercase    =			(
												    "Wrong input data\'s shape... "
												    f'dataset : {dataset.shape[1]}, value_array : {value_array.shape[1]}'
												)
												raise ValueError(lowercase_				)
				except IndexError:
								if dataset.ndim != value_array.ndim:
												raise TypeError("Wrong shape"				)

				if dataset.dtype != value_array.dtype:
								lowercase    =			(
								    "Input data have different datatype... "
								    f'dataset : {dataset.dtype}, value_array : {value_array.dtype}'
								)
								raise TypeError(lowercase_				)

				lowercase    =			[]

				for value in value_array:
								lowercase    =			euclidean(lowercase_		,				dataset[0]				)
								lowercase    =			dataset[0].tolist()

								for dataset_value in dataset[1:]:
												lowercase    =			euclidean(lowercase_		,				lowercase_				)

												if dist > temp_dist:
																lowercase    =			temp_dist
																lowercase    =			dataset_value.tolist()

								answer.append([vector, dist]				)

				return answer







def 				UpperCAmelCase_     (						lowerCAmelCase_		,				lowerCAmelCase_				):

				"""simple docstring"""






				return np.dot(lowercase_		,				lowercase_				) / (norm(lowercase_				) * norm(lowercase_				))


if __name__ == "__main__":
			import doctest

			doctest.testmod()












'''simple docstring'''







import os
import sys
import unittest


__lowerCAmelCase        =							os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__))))
sys.path.append(os.path.join(git_repo_path, "utils"))

import get_test_info  # noqa: E402
from get_test_info import (  # noqa: E402
    get_model_to_test_mapping,
    get_model_to_tester_mapping,
    get_test_to_tester_mapping,
)


__lowerCAmelCase        =							os.path.join("tests", "models", "bert", "test_modeling_bert.py")
__lowerCAmelCase        =							os.path.join("tests", "models", "blip", "test_modeling_blip.py")




class   __SCREAMING_SNAKE_CASE       (unittest.TestCase       ):


  """simple docstring"""


  def    _a       (			self	):






         """simple docstring"""


         a_						     =			get_test_to_tester_mapping(UpperCamelCase__	)
         a_						     =			get_test_to_tester_mapping(UpperCamelCase__	)

         a_						     =			{'BertModelTest': 'BertModelTester'}

         a_						     =			{
             'BlipModelTest': 'BlipModelTester',
             'BlipTextImageModelTest': 'BlipTextImageModelsModelTester',
             'BlipTextModelTest': 'BlipTextModelTester',
             'BlipTextRetrievalModelTest': 'BlipTextRetrievalModelTester',
             'BlipVQAModelTest': 'BlipVQAModelTester',
             'BlipVisionModelTest': 'BlipVisionModelTester',
         }

         self.assertEqual(get_test_info.to_json(UpperCamelCase__	)   ,	UpperCamelCase__	)
         self.assertEqual(get_test_info.to_json(UpperCamelCase__	)   ,	UpperCamelCase__	)







  def    _a       (			self	):






         """simple docstring"""


         a_						     =			get_model_to_test_mapping(UpperCamelCase__	)
         a_						     =			get_model_to_test_mapping(UpperCamelCase__	)

         a_						     =			{
             'BertForMaskedLM': ['BertModelTest'],
             'BertForMultipleChoice': ['BertModelTest'],
             'BertForNextSentencePrediction': ['BertModelTest'],
             'BertForPreTraining': ['BertModelTest'],
             'BertForQuestionAnswering': ['BertModelTest'],
             'BertForSequenceClassification': ['BertModelTest'],
             'BertForTokenClassification': ['BertModelTest'],
             'BertLMHeadModel': ['BertModelTest'],
             'BertModel': ['BertModelTest'],
         }

         a_						     =			{
             'BlipForConditionalGeneration': ['BlipTextImageModelTest'],
             'BlipForImageTextRetrieval': ['BlipTextRetrievalModelTest'],
             'BlipForQuestionAnswering': ['BlipVQAModelTest'],
             'BlipModel': ['BlipModelTest'],
             'BlipTextModel': ['BlipTextModelTest'],
             'BlipVisionModel': ['BlipVisionModelTest'],
         }

         self.assertEqual(get_test_info.to_json(UpperCamelCase__	)   ,	UpperCamelCase__	)
         self.assertEqual(get_test_info.to_json(UpperCamelCase__	)   ,	UpperCamelCase__	)







  def    _a       (			self	):






         """simple docstring"""


         a_						     =			get_model_to_tester_mapping(UpperCamelCase__	)
         a_						     =			get_model_to_tester_mapping(UpperCamelCase__	)

         a_						     =			{
             'BertForMaskedLM': ['BertModelTester'],
             'BertForMultipleChoice': ['BertModelTester'],
             'BertForNextSentencePrediction': ['BertModelTester'],
             'BertForPreTraining': ['BertModelTester'],
             'BertForQuestionAnswering': ['BertModelTester'],
             'BertForSequenceClassification': ['BertModelTester'],
             'BertForTokenClassification': ['BertModelTester'],
             'BertLMHeadModel': ['BertModelTester'],
             'BertModel': ['BertModelTester'],
         }

         a_						     =			{
             'BlipForConditionalGeneration': ['BlipTextImageModelsModelTester'],
             'BlipForImageTextRetrieval': ['BlipTextRetrievalModelTester'],
             'BlipForQuestionAnswering': ['BlipVQAModelTester'],
             'BlipModel': ['BlipModelTester'],
             'BlipTextModel': ['BlipTextModelTester'],
             'BlipVisionModel': ['BlipVisionModelTester'],
         }

         self.assertEqual(get_test_info.to_json(UpperCamelCase__	)   ,	UpperCamelCase__	)
         self.assertEqual(get_test_info.to_json(UpperCamelCase__	)   ,	UpperCamelCase__	)




